Dataset statistics
| Number of variables | 25 |
|---|---|
| Number of observations | 29459 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 5.6 MiB |
| Average record size in memory | 200.0 B |
Variable types
| NUM | 21 |
|---|---|
| CAT | 3 |
| BOOL | 1 |
Reproduction
| Analysis started | 2020-07-28 08:28:16.033969 |
|---|---|
| Analysis finished | 2020-07-28 08:29:41.772545 |
| Duration | 1 minute and 25.74 seconds |
| Version | pandas-profiling v2.8.0 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
bill_amt2 is highly correlated with bill_amt1 and 2 other fields | High correlation |
bill_amt1 is highly correlated with bill_amt2 and 1 other fields | High correlation |
bill_amt3 is highly correlated with bill_amt1 and 3 other fields | High correlation |
bill_amt4 is highly correlated with bill_amt2 and 3 other fields | High correlation |
bill_amt5 is highly correlated with bill_amt3 and 2 other fields | High correlation |
bill_amt6 is highly correlated with bill_amt4 and 1 other fields | High correlation |
df_index has unique values | Unique |
pay_0 has 14445 (49.0%) zeros | Zeros |
pay_2 has 15422 (52.4%) zeros | Zeros |
pay_3 has 15463 (52.5%) zeros | Zeros |
pay_4 has 16138 (54.8%) zeros | Zeros |
pay_5 has 16596 (56.3%) zeros | Zeros |
pay_6 has 15949 (54.1%) zeros | Zeros |
bill_amt1 has 1986 (6.7%) zeros | Zeros |
bill_amt2 has 2472 (8.4%) zeros | Zeros |
bill_amt3 has 2835 (9.6%) zeros | Zeros |
bill_amt4 has 3160 (10.7%) zeros | Zeros |
bill_amt5 has 3470 (11.8%) zeros | Zeros |
bill_amt6 has 3969 (13.5%) zeros | Zeros |
pay_amt1 has 5169 (17.5%) zeros | Zeros |
pay_amt2 has 5309 (18.0%) zeros | Zeros |
pay_amt3 has 5884 (20.0%) zeros | Zeros |
pay_amt4 has 6324 (21.5%) zeros | Zeros |
pay_amt5 has 6603 (22.4%) zeros | Zeros |
pay_amt6 has 7065 (24.0%) zeros | Zeros |
| Distinct count | 29459 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15002.93255032418 |
|---|---|
| Minimum | 0 |
| Maximum | 29999 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Memory size | 230.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1506.9 |
| Q1 | 7513.5 |
| median | 15013 |
| Q3 | 22493.5 |
| 95-th percentile | 28493.1 |
| Maximum | 29999 |
| Range | 29999 |
| Interquartile range (IQR) | 14980 |
Descriptive statistics
| Standard deviation | 8657.215564 |
|---|---|
| Coefficient of variation (CV) | 0.577034892 |
| Kurtosis | -1.199756933 |
| Mean | 15002.93255 |
| Median Absolute Deviation (MAD) | 7491 |
| Skewness | -0.0004932886091 |
| Sum | 441971390 |
| Variance | 74947381.32 |
| Value | Count | Frequency (%) | |
| 2047 | 1 | < 0.1% | |
| 3307 | 1 | < 0.1% | |
| 15597 | 1 | < 0.1% | |
| 9454 | 1 | < 0.1% | |
| 11503 | 1 | < 0.1% | |
| 21760 | 1 | < 0.1% | |
| 23809 | 1 | < 0.1% | |
| 17666 | 1 | < 0.1% | |
| 19715 | 1 | < 0.1% | |
| 29956 | 1 | < 0.1% | |
| 25862 | 1 | < 0.1% | |
| 27911 | 1 | < 0.1% | |
| 5384 | 1 | < 0.1% | |
| 7433 | 1 | < 0.1% | |
| 1290 | 1 | < 0.1% | |
| 3339 | 1 | < 0.1% | |
| 13580 | 1 | < 0.1% | |
| 15629 | 1 | < 0.1% | |
| 9486 | 1 | < 0.1% | |
| 11535 | 1 | < 0.1% | |
| 21792 | 1 | < 0.1% | |
| 23841 | 1 | < 0.1% | |
| 17698 | 1 | < 0.1% | |
| 19747 | 1 | < 0.1% | |
| 29988 | 1 | < 0.1% | |
| Other values (29434) | 29434 | 99.9% |
| Value | Count | Frequency (%) | |
| 0 | 1 | < 0.1% | |
| 1 | 1 | < 0.1% | |
| 2 | 1 | < 0.1% | |
| 3 | 1 | < 0.1% | |
| 4 | 1 | < 0.1% | |
| 5 | 1 | < 0.1% | |
| 6 | 1 | < 0.1% | |
| 7 | 1 | < 0.1% | |
| 8 | 1 | < 0.1% | |
| 9 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 29999 | 1 | < 0.1% | |
| 29998 | 1 | < 0.1% | |
| 29997 | 1 | < 0.1% | |
| 29996 | 1 | < 0.1% | |
| 29995 | 1 | < 0.1% | |
| 29994 | 1 | < 0.1% | |
| 29993 | 1 | < 0.1% | |
| 29992 | 1 | < 0.1% | |
| 29991 | 1 | < 0.1% | |
| 29990 | 1 | < 0.1% |
limit_bal
Real number (ℝ≥0)
| Distinct count | 79 |
|---|---|
| Unique (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 167079.31973250958 |
|---|---|
| Minimum | 10000 |
| Maximum | 800000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 230.3 KiB |
Quantile statistics
| Minimum | 10000 |
|---|---|
| 5-th percentile | 20000 |
| Q1 | 50000 |
| median | 140000 |
| Q3 | 240000 |
| 95-th percentile | 430000 |
| Maximum | 800000 |
| Range | 790000 |
| Interquartile range (IQR) | 190000 |
Descriptive statistics
| Standard deviation | 128780.3336 |
|---|---|
| Coefficient of variation (CV) | 0.7707736289 |
| Kurtosis | 0.4806109595 |
| Mean | 167079.3197 |
| Median Absolute Deviation (MAD) | 90000 |
| Skewness | 0.9806362923 |
| Sum | 4921989680 |
| Variance | 1.658437432e+10 |
| Value | Count | Frequency (%) | |
| 50000 | 3287 | 11.2% | |
| 20000 | 1926 | 6.5% | |
| 30000 | 1578 | 5.4% | |
| 80000 | 1545 | 5.2% | |
| 200000 | 1508 | 5.1% | |
| 150000 | 1096 | 3.7% | |
| 100000 | 1038 | 3.5% | |
| 180000 | 986 | 3.3% | |
| 360000 | 868 | 2.9% | |
| 60000 | 807 | 2.7% | |
| 140000 | 741 | 2.5% | |
| 230000 | 733 | 2.5% | |
| 210000 | 725 | 2.5% | |
| 130000 | 721 | 2.4% | |
| 120000 | 716 | 2.4% | |
| 70000 | 714 | 2.4% | |
| 500000 | 692 | 2.3% | |
| 160000 | 690 | 2.3% | |
| 90000 | 640 | 2.2% | |
| 240000 | 608 | 2.1% | |
| 110000 | 579 | 2.0% | |
| 300000 | 546 | 1.9% | |
| 170000 | 527 | 1.8% | |
| 260000 | 514 | 1.7% | |
| 280000 | 486 | 1.6% | |
| Other values (54) | 5188 | 17.6% |
| Value | Count | Frequency (%) | |
| 10000 | 479 | 1.6% | |
| 16000 | 2 | < 0.1% | |
| 20000 | 1926 | 6.5% | |
| 30000 | 1578 | 5.4% | |
| 40000 | 227 | 0.8% | |
| 50000 | 3287 | 11.2% | |
| 60000 | 807 | 2.7% | |
| 70000 | 714 | 2.4% | |
| 80000 | 1545 | 5.2% | |
| 90000 | 640 | 2.2% |
| Value | Count | Frequency (%) | |
| 800000 | 2 | < 0.1% | |
| 780000 | 2 | < 0.1% | |
| 760000 | 1 | < 0.1% | |
| 750000 | 3 | < 0.1% | |
| 740000 | 2 | < 0.1% | |
| 720000 | 3 | < 0.1% | |
| 710000 | 6 | < 0.1% | |
| 700000 | 8 | < 0.1% | |
| 690000 | 1 | < 0.1% | |
| 680000 | 3 | < 0.1% |
sex
Categorical
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 230.3 KiB |
| 2 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 2 | 17796 | 60.4% | |
| 1 | 11663 | 39.6% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Most occurring characters
| Value | Count | Frequency (%) | |
| 2 | 17796 | 60.4% | |
| 1 | 11663 | 39.6% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Decimal Number | 29459 | 100.0% |
Most frequent Decimal Number characters
| Value | Count | Frequency (%) | |
| 2 | 17796 | 60.4% | |
| 1 | 11663 | 39.6% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Common | 29459 | 100.0% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 2 | 17796 | 60.4% | |
| 1 | 11663 | 39.6% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 29459 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| 2 | 17796 | 60.4% | |
| 1 | 11663 | 39.6% |
education
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 230.3 KiB |
| 2 | |
|---|---|
| 1 | |
| 3 | |
| 4 | 457 |
| Value | Count | Frequency (%) | |
| 2 | 13791 | 46.8% | |
| 1 | 10459 | 35.5% | |
| 3 | 4752 | 16.1% | |
| 4 | 457 | 1.6% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Most occurring characters
| Value | Count | Frequency (%) | |
| 2 | 13791 | 46.8% | |
| 1 | 10459 | 35.5% | |
| 3 | 4752 | 16.1% | |
| 4 | 457 | 1.6% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Decimal Number | 29459 | 100.0% |
Most frequent Decimal Number characters
| Value | Count | Frequency (%) | |
| 2 | 13791 | 46.8% | |
| 1 | 10459 | 35.5% | |
| 3 | 4752 | 16.1% | |
| 4 | 457 | 1.6% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Common | 29459 | 100.0% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 2 | 13791 | 46.8% | |
| 1 | 10459 | 35.5% | |
| 3 | 4752 | 16.1% | |
| 4 | 457 | 1.6% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 29459 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| 2 | 13791 | 46.8% | |
| 1 | 10459 | 35.5% | |
| 3 | 4752 | 16.1% | |
| 4 | 457 | 1.6% |
marriage
Categorical
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 230.3 KiB |
| 2 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 2 | 15878 | 53.9% | |
| 1 | 13581 | 46.1% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Most occurring characters
| Value | Count | Frequency (%) | |
| 2 | 15878 | 53.9% | |
| 1 | 13581 | 46.1% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Decimal Number | 29459 | 100.0% |
Most frequent Decimal Number characters
| Value | Count | Frequency (%) | |
| 2 | 15878 | 53.9% | |
| 1 | 13581 | 46.1% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Common | 29459 | 100.0% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 2 | 15878 | 53.9% | |
| 1 | 13581 | 46.1% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 29459 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| 2 | 15878 | 53.9% | |
| 1 | 13581 | 46.1% |
age
Real number (ℝ≥0)
| Distinct count | 56 |
|---|---|
| Unique (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 35.39030516989715 |
|---|---|
| Minimum | 21 |
| Maximum | 79 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 230.3 KiB |
Quantile statistics
| Minimum | 21 |
|---|---|
| 5-th percentile | 23 |
| Q1 | 28 |
| median | 34 |
| Q3 | 41 |
| 95-th percentile | 53 |
| Maximum | 79 |
| Range | 58 |
| Interquartile range (IQR) | 13 |
Descriptive statistics
| Standard deviation | 9.184883452 |
|---|---|
| Coefficient of variation (CV) | 0.2595310611 |
| Kurtosis | 0.07959641048 |
| Mean | 35.39030517 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.7450257384 |
| Sum | 1042563 |
| Variance | 84.36208402 |
| Value | Count | Frequency (%) | |
| 29 | 1590 | 5.4% | |
| 27 | 1462 | 5.0% | |
| 28 | 1393 | 4.7% | |
| 30 | 1371 | 4.7% | |
| 26 | 1247 | 4.2% | |
| 31 | 1203 | 4.1% | |
| 25 | 1181 | 4.0% | |
| 34 | 1147 | 3.9% | |
| 32 | 1144 | 3.9% | |
| 33 | 1129 | 3.8% | |
| 24 | 1120 | 3.8% | |
| 36 | 1096 | 3.7% | |
| 35 | 1096 | 3.7% | |
| 37 | 1012 | 3.4% | |
| 39 | 936 | 3.2% | |
| 38 | 934 | 3.2% | |
| 23 | 928 | 3.2% | |
| 40 | 848 | 2.9% | |
| 41 | 804 | 2.7% | |
| 42 | 776 | 2.6% | |
| 44 | 681 | 2.3% | |
| 43 | 652 | 2.2% | |
| 45 | 595 | 2.0% | |
| 22 | 554 | 1.9% | |
| 46 | 552 | 1.9% | |
| Other values (31) | 4008 | 13.6% |
| Value | Count | Frequency (%) | |
| 21 | 67 | 0.2% | |
| 22 | 554 | 1.9% | |
| 23 | 928 | 3.2% | |
| 24 | 1120 | 3.8% | |
| 25 | 1181 | 4.0% | |
| 26 | 1247 | 4.2% | |
| 27 | 1462 | 5.0% | |
| 28 | 1393 | 4.7% | |
| 29 | 1590 | 5.4% | |
| 30 | 1371 | 4.7% |
| Value | Count | Frequency (%) | |
| 79 | 1 | < 0.1% | |
| 75 | 3 | < 0.1% | |
| 74 | 1 | < 0.1% | |
| 73 | 4 | < 0.1% | |
| 72 | 3 | < 0.1% | |
| 71 | 3 | < 0.1% | |
| 70 | 10 | < 0.1% | |
| 69 | 15 | 0.1% | |
| 68 | 5 | < 0.1% | |
| 67 | 16 | 0.1% |
| Distinct count | 11 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.01738008757934757 |
|---|---|
| Minimum | -2 |
| Maximum | 8 |
| Zeros | 14445 |
| Zeros (%) | 49.0% |
| Memory size | 230.3 KiB |
Quantile statistics
| Minimum | -2 |
|---|---|
| 5-th percentile | -2 |
| Q1 | -1 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 8 |
| Range | 10 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.124582306 |
|---|---|
| Coefficient of variation (CV) | -64.70521512 |
| Kurtosis | 2.732851872 |
| Mean | -0.01738008758 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.7333496664 |
| Sum | -512 |
| Variance | 1.264685362 |
| Value | Count | Frequency (%) | |
| 0 | 14445 | 49.0% | |
| -1 | 5599 | 19.0% | |
| 1 | 3622 | 12.3% | |
| -2 | 2715 | 9.2% | |
| 2 | 2626 | 8.9% | |
| 3 | 314 | 1.1% | |
| 4 | 75 | 0.3% | |
| 5 | 24 | 0.1% | |
| 8 | 19 | 0.1% | |
| 6 | 11 | < 0.1% | |
| 7 | 9 | < 0.1% |
| Value | Count | Frequency (%) | |
| -2 | 2715 | 9.2% | |
| -1 | 5599 | 19.0% | |
| 0 | 14445 | 49.0% | |
| 1 | 3622 | 12.3% | |
| 2 | 2626 | 8.9% | |
| 3 | 314 | 1.1% | |
| 4 | 75 | 0.3% | |
| 5 | 24 | 0.1% | |
| 6 | 11 | < 0.1% | |
| 7 | 9 | < 0.1% |
| Value | Count | Frequency (%) | |
| 8 | 19 | 0.1% | |
| 7 | 9 | < 0.1% | |
| 6 | 11 | < 0.1% | |
| 5 | 24 | 0.1% | |
| 4 | 75 | 0.3% | |
| 3 | 314 | 1.1% | |
| 2 | 2626 | 8.9% | |
| 1 | 3622 | 12.3% | |
| 0 | 14445 | 49.0% | |
| -1 | 5599 | 19.0% |
| Distinct count | 10 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.1342543874537493 |
|---|---|
| Minimum | -2 |
| Maximum | 7 |
| Zeros | 15422 |
| Zeros (%) | 52.4% |
| Memory size | 230.3 KiB |
Quantile statistics
| Minimum | -2 |
|---|---|
| 5-th percentile | -2 |
| Q1 | -1 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 7 |
| Range | 9 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.197458438 |
|---|---|
| Coefficient of variation (CV) | -8.919324432 |
| Kurtosis | 1.508418312 |
| Mean | -0.1342543875 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.7814386906 |
| Sum | -3955 |
| Variance | 1.433906711 |
| Value | Count | Frequency (%) | |
| 0 | 15422 | 52.4% | |
| -1 | 5945 | 20.2% | |
| 2 | 3870 | 13.1% | |
| -2 | 3725 | 12.6% | |
| 3 | 321 | 1.1% | |
| 4 | 95 | 0.3% | |
| 1 | 25 | 0.1% | |
| 5 | 24 | 0.1% | |
| 7 | 20 | 0.1% | |
| 6 | 12 | < 0.1% |
| Value | Count | Frequency (%) | |
| -2 | 3725 | 12.6% | |
| -1 | 5945 | 20.2% | |
| 0 | 15422 | 52.4% | |
| 1 | 25 | 0.1% | |
| 2 | 3870 | 13.1% | |
| 3 | 321 | 1.1% | |
| 4 | 95 | 0.3% | |
| 5 | 24 | 0.1% | |
| 6 | 12 | < 0.1% | |
| 7 | 20 | 0.1% |
| Value | Count | Frequency (%) | |
| 7 | 20 | 0.1% | |
| 6 | 12 | < 0.1% | |
| 5 | 24 | 0.1% | |
| 4 | 95 | 0.3% | |
| 3 | 321 | 1.1% | |
| 2 | 3870 | 13.1% | |
| 1 | 25 | 0.1% | |
| 0 | 15422 | 52.4% | |
| -1 | 5945 | 20.2% | |
| -2 | 3725 | 12.6% |
| Distinct count | 10 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.16853932584269662 |
|---|---|
| Minimum | -2 |
| Maximum | 7 |
| Zeros | 15463 |
| Zeros (%) | 52.5% |
| Memory size | 230.3 KiB |
Quantile statistics
| Minimum | -2 |
|---|---|
| 5-th percentile | -2 |
| Q1 | -1 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 7 |
| Range | 9 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.193314857 |
|---|---|
| Coefficient of variation (CV) | -7.080334818 |
| Kurtosis | 1.830949329 |
| Mean | -0.1685393258 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.8025290059 |
| Sum | -4965 |
| Variance | 1.424000348 |
| Value | Count | Frequency (%) | |
| 0 | 15463 | 52.5% | |
| -1 | 5831 | 19.8% | |
| -2 | 4029 | 13.7% | |
| 2 | 3758 | 12.8% | |
| 3 | 234 | 0.8% | |
| 4 | 73 | 0.2% | |
| 7 | 24 | 0.1% | |
| 6 | 23 | 0.1% | |
| 5 | 21 | 0.1% | |
| 1 | 3 | < 0.1% |
| Value | Count | Frequency (%) | |
| -2 | 4029 | 13.7% | |
| -1 | 5831 | 19.8% | |
| 0 | 15463 | 52.5% | |
| 1 | 3 | < 0.1% | |
| 2 | 3758 | 12.8% | |
| 3 | 234 | 0.8% | |
| 4 | 73 | 0.2% | |
| 5 | 21 | 0.1% | |
| 6 | 23 | 0.1% | |
| 7 | 24 | 0.1% |
| Value | Count | Frequency (%) | |
| 7 | 24 | 0.1% | |
| 6 | 23 | 0.1% | |
| 5 | 21 | 0.1% | |
| 4 | 73 | 0.2% | |
| 3 | 234 | 0.8% | |
| 2 | 3758 | 12.8% | |
| 1 | 3 | < 0.1% | |
| 0 | 15463 | 52.5% | |
| -1 | 5831 | 19.8% | |
| -2 | 4029 | 13.7% |
| Distinct count | 10 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.2227163175939441 |
|---|---|
| Minimum | -2 |
| Maximum | 7 |
| Zeros | 16138 |
| Zeros (%) | 54.8% |
| Memory size | 230.3 KiB |
Quantile statistics
| Minimum | -2 |
|---|---|
| 5-th percentile | -2 |
| Q1 | -1 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 7 |
| Range | 9 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.165999383 |
|---|---|
| Coefficient of variation (CV) | -5.235356777 |
| Kurtosis | 3.23097029 |
| Mean | -0.2227163176 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.9587710912 |
| Sum | -6561 |
| Variance | 1.35955456 |
| Value | Count | Frequency (%) | |
| 0 | 16138 | 54.8% | |
| -1 | 5578 | 18.9% | |
| -2 | 4292 | 14.6% | |
| 2 | 3114 | 10.6% | |
| 3 | 175 | 0.6% | |
| 4 | 69 | 0.2% | |
| 7 | 54 | 0.2% | |
| 5 | 35 | 0.1% | |
| 6 | 3 | < 0.1% | |
| 1 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| -2 | 4292 | 14.6% | |
| -1 | 5578 | 18.9% | |
| 0 | 16138 | 54.8% | |
| 1 | 1 | < 0.1% | |
| 2 | 3114 | 10.6% | |
| 3 | 175 | 0.6% | |
| 4 | 69 | 0.2% | |
| 5 | 35 | 0.1% | |
| 6 | 3 | < 0.1% | |
| 7 | 54 | 0.2% |
| Value | Count | Frequency (%) | |
| 7 | 54 | 0.2% | |
| 6 | 3 | < 0.1% | |
| 5 | 35 | 0.1% | |
| 4 | 69 | 0.2% | |
| 3 | 175 | 0.6% | |
| 2 | 3114 | 10.6% | |
| 1 | 1 | < 0.1% | |
| 0 | 16138 | 54.8% | |
| -1 | 5578 | 18.9% | |
| -2 | 4292 | 14.6% |
| Distinct count | 9 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.2685766658746054 |
|---|---|
| Minimum | -2 |
| Maximum | 7 |
| Zeros | 16596 |
| Zeros (%) | 56.3% |
| Memory size | 230.3 KiB |
Quantile statistics
| Minimum | -2 |
|---|---|
| 5-th percentile | -2 |
| Q1 | -1 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 7 |
| Range | 9 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.131412577 |
|---|---|
| Coefficient of variation (CV) | -4.212624256 |
| Kurtosis | 3.705392297 |
| Mean | -0.2685766659 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.9669595996 |
| Sum | -7912 |
| Variance | 1.28009442 |
| Value | Count | Frequency (%) | |
| 0 | 16596 | 56.3% | |
| -1 | 5441 | 18.5% | |
| -2 | 4496 | 15.3% | |
| 2 | 2594 | 8.8% | |
| 3 | 176 | 0.6% | |
| 4 | 84 | 0.3% | |
| 7 | 53 | 0.2% | |
| 5 | 16 | 0.1% | |
| 6 | 3 | < 0.1% |
| Value | Count | Frequency (%) | |
| -2 | 4496 | 15.3% | |
| -1 | 5441 | 18.5% | |
| 0 | 16596 | 56.3% | |
| 2 | 2594 | 8.8% | |
| 3 | 176 | 0.6% | |
| 4 | 84 | 0.3% | |
| 5 | 16 | 0.1% | |
| 6 | 3 | < 0.1% | |
| 7 | 53 | 0.2% |
| Value | Count | Frequency (%) | |
| 7 | 53 | 0.2% | |
| 6 | 3 | < 0.1% | |
| 5 | 16 | 0.1% | |
| 4 | 84 | 0.3% | |
| 3 | 176 | 0.6% | |
| 2 | 2594 | 8.8% | |
| 0 | 16596 | 56.3% | |
| -1 | 5441 | 18.5% | |
| -2 | 4496 | 15.3% |
| Distinct count | 9 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.2940357785396653 |
|---|---|
| Minimum | -2 |
| Maximum | 7 |
| Zeros | 15949 |
| Zeros (%) | 54.1% |
| Memory size | 230.3 KiB |
Quantile statistics
| Minimum | -2 |
|---|---|
| 5-th percentile | -2 |
| Q1 | -1 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 7 |
| Range | 9 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.148624443 |
|---|---|
| Coefficient of variation (CV) | -3.906410468 |
| Kurtosis | 3.194076657 |
| Mean | -0.2940357785 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.9137449283 |
| Sum | -8662 |
| Variance | 1.319338111 |
| Value | Count | Frequency (%) | |
| 0 | 15949 | 54.1% | |
| -1 | 5632 | 19.1% | |
| -2 | 4847 | 16.5% | |
| 2 | 2728 | 9.3% | |
| 3 | 183 | 0.6% | |
| 4 | 47 | 0.2% | |
| 7 | 45 | 0.2% | |
| 6 | 16 | 0.1% | |
| 5 | 12 | < 0.1% |
| Value | Count | Frequency (%) | |
| -2 | 4847 | 16.5% | |
| -1 | 5632 | 19.1% | |
| 0 | 15949 | 54.1% | |
| 2 | 2728 | 9.3% | |
| 3 | 183 | 0.6% | |
| 4 | 47 | 0.2% | |
| 5 | 12 | < 0.1% | |
| 6 | 16 | 0.1% | |
| 7 | 45 | 0.2% |
| Value | Count | Frequency (%) | |
| 7 | 45 | 0.2% | |
| 6 | 16 | 0.1% | |
| 5 | 12 | < 0.1% | |
| 4 | 47 | 0.2% | |
| 3 | 183 | 0.6% | |
| 2 | 2728 | 9.3% | |
| 0 | 15949 | 54.1% | |
| -1 | 5632 | 19.1% | |
| -2 | 4847 | 16.5% |
| Distinct count | 22341 |
|---|---|
| Unique (%) | 75.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 50590.48840761737 |
|---|---|
| Minimum | -154973 |
| Maximum | 613860 |
| Zeros | 1986 |
| Zeros (%) | 6.7% |
| Memory size | 230.3 KiB |
Quantile statistics
| Minimum | -154973 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 3489.5 |
| median | 22241 |
| Q3 | 66841.5 |
| 95-th percentile | 198667.1 |
| Maximum | 613860 |
| Range | 768833 |
| Interquartile range (IQR) | 63352 |
Descriptive statistics
| Standard deviation | 71711.63921 |
|---|---|
| Coefficient of variation (CV) | 1.417492526 |
| Kurtosis | 8.146381789 |
| Mean | 50590.48841 |
| Median Absolute Deviation (MAD) | 21674 |
| Skewness | 2.515873724 |
| Sum | 1490345198 |
| Variance | 5142559198 |
| Value | Count | Frequency (%) | |
| 0 | 1986 | 6.7% | |
| 390 | 239 | 0.8% | |
| 780 | 72 | 0.2% | |
| 326 | 70 | 0.2% | |
| 316 | 62 | 0.2% | |
| 2500 | 59 | 0.2% | |
| 396 | 49 | 0.2% | |
| 2400 | 36 | 0.1% | |
| 416 | 29 | 0.1% | |
| 500 | 25 | 0.1% | |
| 1050 | 25 | 0.1% | |
| 1473 | 24 | 0.1% | |
| 1261 | 22 | 0.1% | |
| -200 | 22 | 0.1% | |
| -5 | 21 | 0.1% | |
| 836 | 20 | 0.1% | |
| 264 | 20 | 0.1% | |
| -3 | 19 | 0.1% | |
| 291 | 18 | 0.1% | |
| 600 | 17 | 0.1% | |
| -2 | 17 | 0.1% | |
| 360 | 17 | 0.1% | |
| -1 | 16 | 0.1% | |
| -4 | 16 | 0.1% | |
| 1000 | 16 | 0.1% | |
| Other values (22316) | 26542 | 90.1% |
| Value | Count | Frequency (%) | |
| -154973 | 1 | < 0.1% | |
| -15308 | 1 | < 0.1% | |
| -14386 | 1 | < 0.1% | |
| -11545 | 1 | < 0.1% | |
| -10682 | 1 | < 0.1% | |
| -9802 | 1 | < 0.1% | |
| -9095 | 1 | < 0.1% | |
| -8187 | 1 | < 0.1% | |
| -7438 | 1 | < 0.1% | |
| -7082 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 613860 | 1 | < 0.1% | |
| 604019 | 1 | < 0.1% | |
| 588000 | 1 | < 0.1% | |
| 581319 | 1 | < 0.1% | |
| 564757 | 1 | < 0.1% | |
| 562326 | 1 | < 0.1% | |
| 546741 | 1 | < 0.1% | |
| 546485 | 1 | < 0.1% | |
| 542827 | 1 | < 0.1% | |
| 533142 | 1 | < 0.1% |
| Distinct count | 21978 |
|---|---|
| Unique (%) | 74.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 48617.644862351066 |
|---|---|
| Minimum | -69777 |
| Maximum | 605943 |
| Zeros | 2472 |
| Zeros (%) | 8.4% |
| Memory size | 230.3 KiB |
Quantile statistics
| Minimum | -69777 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2947.5 |
| median | 21092 |
| Q3 | 63739.5 |
| 95-th percentile | 192512.1 |
| Maximum | 605943 |
| Range | 675720 |
| Interquartile range (IQR) | 60792 |
Descriptive statistics
| Standard deviation | 69346.89231 |
|---|---|
| Coefficient of variation (CV) | 1.426372925 |
| Kurtosis | 8.30586925 |
| Mean | 48617.64486 |
| Median Absolute Deviation (MAD) | 20702 |
| Skewness | 2.536596574 |
| Sum | 1432227200 |
| Variance | 4808991473 |
| Value | Count | Frequency (%) | |
| 0 | 2472 | 8.4% | |
| 390 | 226 | 0.8% | |
| 326 | 74 | 0.3% | |
| 780 | 72 | 0.2% | |
| 316 | 71 | 0.2% | |
| 2500 | 51 | 0.2% | |
| 396 | 51 | 0.2% | |
| 2400 | 39 | 0.1% | |
| -200 | 29 | 0.1% | |
| 416 | 28 | 0.1% | |
| 1050 | 25 | 0.1% | |
| 1261 | 24 | 0.1% | |
| 1473 | 23 | 0.1% | |
| 1000 | 22 | 0.1% | |
| 264 | 22 | 0.1% | |
| 291 | 22 | 0.1% | |
| -3 | 21 | 0.1% | |
| -2 | 21 | 0.1% | |
| 150 | 20 | 0.1% | |
| -1 | 18 | 0.1% | |
| -18 | 18 | 0.1% | |
| -5 | 18 | 0.1% | |
| 200 | 18 | 0.1% | |
| 300 | 17 | 0.1% | |
| -4 | 16 | 0.1% | |
| Other values (21953) | 26041 | 88.4% |
| Value | Count | Frequency (%) | |
| -69777 | 1 | < 0.1% | |
| -67526 | 1 | < 0.1% | |
| -33350 | 1 | < 0.1% | |
| -30000 | 1 | < 0.1% | |
| -26214 | 1 | < 0.1% | |
| -24704 | 1 | < 0.1% | |
| -24702 | 1 | < 0.1% | |
| -18618 | 1 | < 0.1% | |
| -17810 | 1 | < 0.1% | |
| -15910 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 605943 | 1 | < 0.1% | |
| 572834 | 1 | < 0.1% | |
| 552144 | 1 | < 0.1% | |
| 539418 | 1 | < 0.1% | |
| 535509 | 1 | < 0.1% | |
| 534289 | 1 | < 0.1% | |
| 532374 | 1 | < 0.1% | |
| 524555 | 1 | < 0.1% | |
| 522309 | 1 | < 0.1% | |
| 520643 | 1 | < 0.1% |
| Distinct count | 21668 |
|---|---|
| Unique (%) | 73.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 46322.599579076006 |
|---|---|
| Minimum | -61506 |
| Maximum | 548020 |
| Zeros | 2835 |
| Zeros (%) | 9.6% |
| Memory size | 230.3 KiB |
Quantile statistics
| Minimum | -61506 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2626.5 |
| median | 20035 |
| Q3 | 59892 |
| 95-th percentile | 184973.3 |
| Maximum | 548020 |
| Range | 609526 |
| Interquartile range (IQR) | 57265.5 |
Descriptive statistics
| Standard deviation | 66602.15627 |
|---|---|
| Coefficient of variation (CV) | 1.437789694 |
| Kurtosis | 8.474450882 |
| Mean | 46322.59958 |
| Median Absolute Deviation (MAD) | 19655 |
| Skewness | 2.563058617 |
| Sum | 1364617461 |
| Variance | 4435847219 |
| Value | Count | Frequency (%) | |
| 0 | 2835 | 9.6% | |
| 390 | 268 | 0.9% | |
| 780 | 72 | 0.2% | |
| 316 | 62 | 0.2% | |
| 326 | 61 | 0.2% | |
| 396 | 47 | 0.2% | |
| 2500 | 40 | 0.1% | |
| 2400 | 36 | 0.1% | |
| 416 | 29 | 0.1% | |
| 200 | 27 | 0.1% | |
| 1000 | 25 | 0.1% | |
| 264 | 23 | 0.1% | |
| -200 | 23 | 0.1% | |
| -1 | 23 | 0.1% | |
| 500 | 23 | 0.1% | |
| 291 | 23 | 0.1% | |
| 1050 | 22 | 0.1% | |
| -2 | 22 | 0.1% | |
| 150 | 20 | 0.1% | |
| -18 | 19 | 0.1% | |
| -3 | 19 | 0.1% | |
| 1261 | 18 | 0.1% | |
| 380 | 17 | 0.1% | |
| 10000 | 17 | 0.1% | |
| 1170 | 16 | 0.1% | |
| Other values (21643) | 25672 | 87.1% |
| Value | Count | Frequency (%) | |
| -61506 | 1 | < 0.1% | |
| -46127 | 1 | < 0.1% | |
| -34041 | 1 | < 0.1% | |
| -25443 | 1 | < 0.1% | |
| -24702 | 1 | < 0.1% | |
| -20320 | 1 | < 0.1% | |
| -15910 | 1 | < 0.1% | |
| -15641 | 1 | < 0.1% | |
| -15000 | 1 | < 0.1% | |
| -14998 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 548020 | 1 | < 0.1% | |
| 537543 | 1 | < 0.1% | |
| 534137 | 1 | < 0.1% | |
| 523423 | 1 | < 0.1% | |
| 520492 | 1 | < 0.1% | |
| 519267 | 1 | < 0.1% | |
| 517746 | 1 | < 0.1% | |
| 499936 | 1 | < 0.1% | |
| 498839 | 1 | < 0.1% | |
| 498646 | 1 | < 0.1% |
| Distinct count | 21181 |
|---|---|
| Unique (%) | 71.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 42509.289079737944 |
|---|---|
| Minimum | -65167 |
| Maximum | 542653 |
| Zeros | 3160 |
| Zeros (%) | 10.7% |
| Memory size | 230.3 KiB |
Quantile statistics
| Minimum | -65167 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2296 |
| median | 19000 |
| Q3 | 54060.5 |
| 95-th percentile | 170693.5 |
| Maximum | 542653 |
| Range | 607820 |
| Interquartile range (IQR) | 51764.5 |
Descriptive statistics
| Standard deviation | 62052.36241 |
|---|---|
| Coefficient of variation (CV) | 1.459736536 |
| Kurtosis | 9.267970891 |
| Mean | 42509.28908 |
| Median Absolute Deviation (MAD) | 18604 |
| Skewness | 2.647260391 |
| Sum | 1252281147 |
| Variance | 3850495680 |
| Value | Count | Frequency (%) | |
| 0 | 3160 | 10.7% | |
| 390 | 242 | 0.8% | |
| 780 | 97 | 0.3% | |
| 316 | 68 | 0.2% | |
| 326 | 61 | 0.2% | |
| 396 | 44 | 0.1% | |
| 150 | 38 | 0.1% | |
| 2400 | 36 | 0.1% | |
| 2500 | 34 | 0.1% | |
| 416 | 33 | 0.1% | |
| 1000 | 32 | 0.1% | |
| -3 | 27 | 0.1% | |
| -1 | 24 | 0.1% | |
| -18 | 24 | 0.1% | |
| 1050 | 24 | 0.1% | |
| 1261 | 24 | 0.1% | |
| -2 | 23 | 0.1% | |
| 300 | 22 | 0.1% | |
| 291 | 21 | 0.1% | |
| 600 | 20 | 0.1% | |
| 264 | 17 | 0.1% | |
| 380 | 16 | 0.1% | |
| 632 | 16 | 0.1% | |
| 1170 | 16 | 0.1% | |
| -10 | 16 | 0.1% | |
| Other values (21156) | 25324 | 86.0% |
| Value | Count | Frequency (%) | |
| -65167 | 1 | < 0.1% | |
| -50616 | 1 | < 0.1% | |
| -46627 | 1 | < 0.1% | |
| -34503 | 1 | < 0.1% | |
| -27490 | 1 | < 0.1% | |
| -24303 | 1 | < 0.1% | |
| -22108 | 1 | < 0.1% | |
| -20320 | 1 | < 0.1% | |
| -17250 | 1 | < 0.1% | |
| -15910 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 542653 | 1 | < 0.1% | |
| 541019 | 1 | < 0.1% | |
| 530672 | 1 | < 0.1% | |
| 525749 | 1 | < 0.1% | |
| 518741 | 1 | < 0.1% | |
| 505507 | 1 | < 0.1% | |
| 504929 | 1 | < 0.1% | |
| 496400 | 1 | < 0.1% | |
| 493548 | 1 | < 0.1% | |
| 489978 | 1 | < 0.1% |
| Distinct count | 20657 |
|---|---|
| Unique (%) | 70.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 39567.07165891578 |
|---|---|
| Minimum | -61372 |
| Maximum | 516139 |
| Zeros | 3470 |
| Zeros (%) | 11.8% |
| Memory size | 230.3 KiB |
Quantile statistics
| Minimum | -61372 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1740 |
| median | 18037 |
| Q3 | 49985 |
| 95-th percentile | 162132.4 |
| Maximum | 516139 |
| Range | 577511 |
| Interquartile range (IQR) | 48245 |
Descriptive statistics
| Standard deviation | 58554.19347 |
|---|---|
| Coefficient of variation (CV) | 1.479871798 |
| Kurtosis | 9.458562009 |
| Mean | 39567.07166 |
| Median Absolute Deviation (MAD) | 17623 |
| Skewness | 2.664496252 |
| Sum | 1165606364 |
| Variance | 3428593573 |
| Value | Count | Frequency (%) | |
| 0 | 3470 | 11.8% | |
| 390 | 230 | 0.8% | |
| 780 | 92 | 0.3% | |
| 316 | 79 | 0.3% | |
| 326 | 59 | 0.2% | |
| 150 | 58 | 0.2% | |
| 396 | 47 | 0.2% | |
| 2400 | 36 | 0.1% | |
| 416 | 36 | 0.1% | |
| 2500 | 35 | 0.1% | |
| -18 | 32 | 0.1% | |
| 1000 | 30 | 0.1% | |
| 300 | 25 | 0.1% | |
| -1 | 23 | 0.1% | |
| 1050 | 23 | 0.1% | |
| 10000 | 22 | 0.1% | |
| 1473 | 22 | 0.1% | |
| 600 | 21 | 0.1% | |
| 1261 | 19 | 0.1% | |
| 291 | 19 | 0.1% | |
| 540 | 18 | 0.1% | |
| -3 | 18 | 0.1% | |
| 500 | 18 | 0.1% | |
| 20000 | 17 | 0.1% | |
| -200 | 17 | 0.1% | |
| Other values (20632) | 24993 | 84.8% |
| Value | Count | Frequency (%) | |
| -61372 | 1 | < 0.1% | |
| -53007 | 1 | < 0.1% | |
| -46627 | 1 | < 0.1% | |
| -37594 | 1 | < 0.1% | |
| -30481 | 1 | < 0.1% | |
| -28335 | 1 | < 0.1% | |
| -23003 | 1 | < 0.1% | |
| -20753 | 1 | < 0.1% | |
| -20320 | 1 | < 0.1% | |
| -20254 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 516139 | 1 | < 0.1% | |
| 505473 | 1 | < 0.1% | |
| 503914 | 1 | < 0.1% | |
| 501474 | 1 | < 0.1% | |
| 500723 | 1 | < 0.1% | |
| 493062 | 1 | < 0.1% | |
| 489200 | 1 | < 0.1% | |
| 486721 | 1 | < 0.1% | |
| 484993 | 1 | < 0.1% | |
| 484612 | 1 | < 0.1% |
| Distinct count | 20252 |
|---|---|
| Unique (%) | 68.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 38171.25269017957 |
|---|---|
| Minimum | -150953 |
| Maximum | 527711 |
| Zeros | 3969 |
| Zeros (%) | 13.5% |
| Memory size | 230.3 KiB |
Quantile statistics
| Minimum | -150953 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1239.5 |
| median | 16944 |
| Q3 | 48951 |
| 95-th percentile | 157644.6 |
| Maximum | 527711 |
| Range | 678664 |
| Interquartile range (IQR) | 47711.5 |
Descriptive statistics
| Standard deviation | 57439.09415 |
|---|---|
| Coefficient of variation (CV) | 1.504773622 |
| Kurtosis | 9.666381652 |
| Mean | 38171.25269 |
| Median Absolute Deviation (MAD) | 16628 |
| Skewness | 2.679392755 |
| Sum | 1124486933 |
| Variance | 3299249537 |
| Value | Count | Frequency (%) | |
| 0 | 3969 | 13.5% | |
| 390 | 201 | 0.7% | |
| 780 | 84 | 0.3% | |
| 316 | 77 | 0.3% | |
| 150 | 75 | 0.3% | |
| 326 | 54 | 0.2% | |
| 396 | 45 | 0.2% | |
| 416 | 36 | 0.1% | |
| -18 | 33 | 0.1% | |
| 2400 | 30 | 0.1% | |
| 2500 | 30 | 0.1% | |
| 500 | 29 | 0.1% | |
| 540 | 29 | 0.1% | |
| 1000 | 29 | 0.1% | |
| 300 | 26 | 0.1% | |
| 10000 | 26 | 0.1% | |
| 930 | 24 | 0.1% | |
| 1050 | 23 | 0.1% | |
| -2 | 23 | 0.1% | |
| -1 | 22 | 0.1% | |
| 291 | 20 | 0.1% | |
| -200 | 20 | 0.1% | |
| 1650 | 18 | 0.1% | |
| 1320 | 17 | 0.1% | |
| 600 | 17 | 0.1% | |
| Other values (20227) | 24502 | 83.2% |
| Value | Count | Frequency (%) | |
| -150953 | 1 | < 0.1% | |
| -94625 | 1 | < 0.1% | |
| -73895 | 1 | < 0.1% | |
| -57060 | 1 | < 0.1% | |
| -51443 | 1 | < 0.1% | |
| -51183 | 1 | < 0.1% | |
| -46627 | 1 | < 0.1% | |
| -45734 | 1 | < 0.1% | |
| -39046 | 1 | < 0.1% | |
| -30895 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 527711 | 1 | < 0.1% | |
| 527566 | 1 | < 0.1% | |
| 514975 | 1 | < 0.1% | |
| 511905 | 1 | < 0.1% | |
| 498316 | 1 | < 0.1% | |
| 496915 | 1 | < 0.1% | |
| 489200 | 1 | < 0.1% | |
| 480598 | 1 | < 0.1% | |
| 478034 | 1 | < 0.1% | |
| 474459 | 1 | < 0.1% |
| Distinct count | 7801 |
|---|---|
| Unique (%) | 26.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5466.546793849078 |
|---|---|
| Minimum | 0 |
| Maximum | 302000 |
| Zeros | 5169 |
| Zeros (%) | 17.5% |
| Memory size | 230.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 999.5 |
| median | 2100 |
| Q3 | 5002 |
| 95-th percentile | 18000 |
| Maximum | 302000 |
| Range | 302000 |
| Interquartile range (IQR) | 4002.5 |
Descriptive statistics
| Standard deviation | 14218.1229 |
|---|---|
| Coefficient of variation (CV) | 2.600933174 |
| Kurtosis | 122.0760149 |
| Mean | 5466.546794 |
| Median Absolute Deviation (MAD) | 1929 |
| Skewness | 9.380222078 |
| Sum | 161039002 |
| Variance | 202155018.8 |
| Value | Count | Frequency (%) | |
| 0 | 5169 | 17.5% | |
| 2000 | 1341 | 4.6% | |
| 3000 | 880 | 3.0% | |
| 5000 | 693 | 2.4% | |
| 1500 | 496 | 1.7% | |
| 4000 | 421 | 1.4% | |
| 10000 | 392 | 1.3% | |
| 1000 | 352 | 1.2% | |
| 2500 | 295 | 1.0% | |
| 6000 | 290 | 1.0% | |
| 390 | 202 | 0.7% | |
| 7000 | 195 | 0.7% | |
| 3500 | 184 | 0.6% | |
| 1300 | 181 | 0.6% | |
| 8000 | 171 | 0.6% | |
| 1600 | 170 | 0.6% | |
| 1800 | 161 | 0.5% | |
| 1700 | 155 | 0.5% | |
| 1200 | 131 | 0.4% | |
| 2100 | 128 | 0.4% | |
| 4500 | 106 | 0.4% | |
| 2200 | 106 | 0.4% | |
| 15000 | 94 | 0.3% | |
| 1400 | 93 | 0.3% | |
| 3200 | 84 | 0.3% | |
| Other values (7776) | 16969 | 57.6% |
| Value | Count | Frequency (%) | |
| 0 | 5169 | 17.5% | |
| 1 | 9 | < 0.1% | |
| 2 | 14 | < 0.1% | |
| 3 | 15 | 0.1% | |
| 4 | 17 | 0.1% | |
| 5 | 11 | < 0.1% | |
| 6 | 15 | 0.1% | |
| 7 | 9 | < 0.1% | |
| 8 | 8 | < 0.1% | |
| 9 | 7 | < 0.1% |
| Value | Count | Frequency (%) | |
| 302000 | 1 | < 0.1% | |
| 300039 | 1 | < 0.1% | |
| 298887 | 1 | < 0.1% | |
| 276698 | 1 | < 0.1% | |
| 273844 | 1 | < 0.1% | |
| 272817 | 1 | < 0.1% | |
| 261524 | 1 | < 0.1% | |
| 260416 | 1 | < 0.1% | |
| 260000 | 1 | < 0.1% | |
| 247562 | 1 | < 0.1% |
| Distinct count | 7780 |
|---|---|
| Unique (%) | 26.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5526.86520248481 |
|---|---|
| Minimum | 0 |
| Maximum | 312723 |
| Zeros | 5309 |
| Zeros (%) | 18.0% |
| Memory size | 230.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 827 |
| median | 2008 |
| Q3 | 5000 |
| 95-th percentile | 18516.2 |
| Maximum | 312723 |
| Range | 312723 |
| Interquartile range (IQR) | 4173 |
Descriptive statistics
| Standard deviation | 15196.49566 |
|---|---|
| Coefficient of variation (CV) | 2.749568716 |
| Kurtosis | 116.8410004 |
| Mean | 5526.865202 |
| Median Absolute Deviation (MAD) | 1992 |
| Skewness | 9.283326882 |
| Sum | 162815922 |
| Variance | 230933480.3 |
| Value | Count | Frequency (%) | |
| 0 | 5309 | 18.0% | |
| 2000 | 1272 | 4.3% | |
| 3000 | 847 | 2.9% | |
| 5000 | 710 | 2.4% | |
| 1000 | 581 | 2.0% | |
| 1500 | 506 | 1.7% | |
| 4000 | 405 | 1.4% | |
| 10000 | 314 | 1.1% | |
| 6000 | 280 | 1.0% | |
| 2500 | 245 | 0.8% | |
| 390 | 229 | 0.8% | |
| 1200 | 200 | 0.7% | |
| 1600 | 181 | 0.6% | |
| 1300 | 169 | 0.6% | |
| 7000 | 168 | 0.6% | |
| 3500 | 166 | 0.6% | |
| 8000 | 143 | 0.5% | |
| 1400 | 140 | 0.5% | |
| 1800 | 135 | 0.5% | |
| 1700 | 134 | 0.5% | |
| 2200 | 116 | 0.4% | |
| 2100 | 108 | 0.4% | |
| 4500 | 98 | 0.3% | |
| 20000 | 79 | 0.3% | |
| 9000 | 76 | 0.3% | |
| Other values (7755) | 16848 | 57.2% |
| Value | Count | Frequency (%) | |
| 0 | 5309 | 18.0% | |
| 1 | 15 | 0.1% | |
| 2 | 20 | 0.1% | |
| 3 | 18 | 0.1% | |
| 4 | 11 | < 0.1% | |
| 5 | 24 | 0.1% | |
| 6 | 8 | < 0.1% | |
| 7 | 12 | < 0.1% | |
| 8 | 9 | < 0.1% | |
| 9 | 6 | < 0.1% |
| Value | Count | Frequency (%) | |
| 312723 | 1 | < 0.1% | |
| 302961 | 1 | < 0.1% | |
| 302000 | 1 | < 0.1% | |
| 300018 | 1 | < 0.1% | |
| 300000 | 1 | < 0.1% | |
| 294318 | 1 | < 0.1% | |
| 279048 | 1 | < 0.1% | |
| 278505 | 1 | < 0.1% | |
| 277510 | 1 | < 0.1% | |
| 274526 | 1 | < 0.1% |
| Distinct count | 7368 |
|---|---|
| Unique (%) | 25.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4727.996062323908 |
|---|---|
| Minimum | 0 |
| Maximum | 174749 |
| Zeros | 5884 |
| Zeros (%) | 20.0% |
| Memory size | 230.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 390 |
| median | 1800 |
| Q3 | 4500 |
| 95-th percentile | 16683.5 |
| Maximum | 174749 |
| Range | 174749 |
| Interquartile range (IQR) | 4110 |
Descriptive statistics
| Standard deviation | 11847.61376 |
|---|---|
| Coefficient of variation (CV) | 2.505842561 |
| Kurtosis | 67.09497284 |
| Mean | 4727.996062 |
| Median Absolute Deviation (MAD) | 1794 |
| Skewness | 7.242447034 |
| Sum | 139282036 |
| Variance | 140365951.8 |
| Value | Count | Frequency (%) | |
| 0 | 5884 | 20.0% | |
| 2000 | 1268 | 4.3% | |
| 1000 | 1079 | 3.7% | |
| 3000 | 863 | 2.9% | |
| 5000 | 714 | 2.4% | |
| 1500 | 479 | 1.6% | |
| 4000 | 378 | 1.3% | |
| 10000 | 308 | 1.0% | |
| 1200 | 238 | 0.8% | |
| 6000 | 236 | 0.8% | |
| 2500 | 225 | 0.8% | |
| 390 | 205 | 0.7% | |
| 1300 | 158 | 0.5% | |
| 500 | 152 | 0.5% | |
| 7000 | 152 | 0.5% | |
| 8000 | 142 | 0.5% | |
| 3500 | 140 | 0.5% | |
| 1600 | 131 | 0.4% | |
| 1400 | 120 | 0.4% | |
| 1800 | 119 | 0.4% | |
| 1700 | 102 | 0.3% | |
| 20000 | 83 | 0.3% | |
| 1100 | 83 | 0.3% | |
| 4500 | 83 | 0.3% | |
| 15000 | 79 | 0.3% | |
| Other values (7343) | 16038 | 54.4% |
| Value | Count | Frequency (%) | |
| 0 | 5884 | 20.0% | |
| 1 | 12 | < 0.1% | |
| 2 | 19 | 0.1% | |
| 3 | 14 | < 0.1% | |
| 4 | 15 | 0.1% | |
| 5 | 18 | 0.1% | |
| 6 | 14 | < 0.1% | |
| 7 | 18 | 0.1% | |
| 8 | 9 | < 0.1% | |
| 9 | 11 | < 0.1% |
| Value | Count | Frequency (%) | |
| 174749 | 1 | < 0.1% | |
| 174169 | 1 | < 0.1% | |
| 169267 | 1 | < 0.1% | |
| 166853 | 1 | < 0.1% | |
| 163862 | 1 | < 0.1% | |
| 163597 | 1 | < 0.1% | |
| 162546 | 1 | < 0.1% | |
| 162434 | 1 | < 0.1% | |
| 160944 | 1 | < 0.1% | |
| 160578 | 1 | < 0.1% |
| Distinct count | 6812 |
|---|---|
| Unique (%) | 23.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4525.890457924573 |
|---|---|
| Minimum | 0 |
| Maximum | 211250 |
| Zeros | 6324 |
| Zeros (%) | 21.5% |
| Memory size | 230.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 291 |
| median | 1500 |
| Q3 | 4000 |
| 95-th percentile | 15653.2 |
| Maximum | 211250 |
| Range | 211250 |
| Interquartile range (IQR) | 3709 |
Descriptive statistics
| Standard deviation | 12386.75176 |
|---|---|
| Coefficient of variation (CV) | 2.736865126 |
| Kurtosis | 82.87101708 |
| Mean | 4525.890458 |
| Median Absolute Deviation (MAD) | 1500 |
| Skewness | 7.938938306 |
| Sum | 133328207 |
| Variance | 153431619.1 |
| Value | Count | Frequency (%) | |
| 0 | 6324 | 21.5% | |
| 1000 | 1360 | 4.6% | |
| 2000 | 1199 | 4.1% | |
| 3000 | 881 | 3.0% | |
| 5000 | 800 | 2.7% | |
| 1500 | 436 | 1.5% | |
| 4000 | 400 | 1.4% | |
| 10000 | 334 | 1.1% | |
| 2500 | 254 | 0.9% | |
| 6000 | 250 | 0.8% | |
| 500 | 248 | 0.8% | |
| 390 | 205 | 0.7% | |
| 1200 | 169 | 0.6% | |
| 3500 | 167 | 0.6% | |
| 7000 | 160 | 0.5% | |
| 1100 | 139 | 0.5% | |
| 700 | 137 | 0.5% | |
| 600 | 120 | 0.4% | |
| 8000 | 117 | 0.4% | |
| 800 | 90 | 0.3% | |
| 1300 | 85 | 0.3% | |
| 20000 | 85 | 0.3% | |
| 1600 | 84 | 0.3% | |
| 1800 | 80 | 0.3% | |
| 4500 | 77 | 0.3% | |
| Other values (6787) | 15258 | 51.8% |
| Value | Count | Frequency (%) | |
| 0 | 6324 | 21.5% | |
| 1 | 21 | 0.1% | |
| 2 | 22 | 0.1% | |
| 3 | 13 | < 0.1% | |
| 4 | 20 | 0.1% | |
| 5 | 12 | < 0.1% | |
| 6 | 16 | 0.1% | |
| 7 | 11 | < 0.1% | |
| 8 | 7 | < 0.1% | |
| 9 | 9 | < 0.1% |
| Value | Count | Frequency (%) | |
| 211250 | 1 | < 0.1% | |
| 208821 | 1 | < 0.1% | |
| 205000 | 1 | < 0.1% | |
| 202076 | 1 | < 0.1% | |
| 200128 | 1 | < 0.1% | |
| 200000 | 1 | < 0.1% | |
| 194989 | 1 | < 0.1% | |
| 193712 | 1 | < 0.1% | |
| 192994 | 1 | < 0.1% | |
| 190071 | 1 | < 0.1% |
| Distinct count | 6778 |
|---|---|
| Unique (%) | 23.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4520.030143589395 |
|---|---|
| Minimum | 0 |
| Maximum | 208122 |
| Zeros | 6603 |
| Zeros (%) | 22.4% |
| Memory size | 230.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 246.5 |
| median | 1500 |
| Q3 | 4003 |
| 95-th percentile | 15396.2 |
| Maximum | 208122 |
| Range | 208122 |
| Interquartile range (IQR) | 3756.5 |
Descriptive statistics
| Standard deviation | 12525.53963 |
|---|---|
| Coefficient of variation (CV) | 2.771118607 |
| Kurtosis | 87.87586793 |
| Mean | 4520.030144 |
| Median Absolute Deviation (MAD) | 1500 |
| Skewness | 8.191554741 |
| Sum | 133155568 |
| Variance | 156889143.1 |
| Value | Count | Frequency (%) | |
| 0 | 6603 | 22.4% | |
| 1000 | 1306 | 4.4% | |
| 2000 | 1305 | 4.4% | |
| 3000 | 937 | 3.2% | |
| 5000 | 808 | 2.7% | |
| 1500 | 416 | 1.4% | |
| 4000 | 399 | 1.4% | |
| 10000 | 337 | 1.1% | |
| 500 | 246 | 0.8% | |
| 6000 | 243 | 0.8% | |
| 2500 | 229 | 0.8% | |
| 390 | 173 | 0.6% | |
| 1200 | 159 | 0.5% | |
| 7000 | 157 | 0.5% | |
| 3500 | 157 | 0.5% | |
| 1100 | 125 | 0.4% | |
| 8000 | 116 | 0.4% | |
| 700 | 115 | 0.4% | |
| 600 | 113 | 0.4% | |
| 1600 | 100 | 0.3% | |
| 20000 | 90 | 0.3% | |
| 1300 | 89 | 0.3% | |
| 4500 | 87 | 0.3% | |
| 1800 | 87 | 0.3% | |
| 800 | 81 | 0.3% | |
| Other values (6753) | 14981 | 50.9% |
| Value | Count | Frequency (%) | |
| 0 | 6603 | 22.4% | |
| 1 | 21 | 0.1% | |
| 2 | 13 | < 0.1% | |
| 3 | 13 | < 0.1% | |
| 4 | 11 | < 0.1% | |
| 5 | 8 | < 0.1% | |
| 6 | 7 | < 0.1% | |
| 7 | 9 | < 0.1% | |
| 8 | 6 | < 0.1% | |
| 9 | 6 | < 0.1% |
| Value | Count | Frequency (%) | |
| 208122 | 1 | < 0.1% | |
| 207440 | 1 | < 0.1% | |
| 207019 | 1 | < 0.1% | |
| 205430 | 1 | < 0.1% | |
| 205000 | 1 | < 0.1% | |
| 202317 | 1 | < 0.1% | |
| 200000 | 1 | < 0.1% | |
| 195829 | 1 | < 0.1% | |
| 195599 | 1 | < 0.1% | |
| 194541 | 1 | < 0.1% |
| Distinct count | 6813 |
|---|---|
| Unique (%) | 23.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4851.510540072643 |
|---|---|
| Minimum | 0 |
| Maximum | 211192 |
| Zeros | 7065 |
| Zeros (%) | 24.0% |
| Memory size | 230.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 107 |
| median | 1500 |
| Q3 | 4000 |
| 95-th percentile | 16951.1 |
| Maximum | 211192 |
| Range | 211192 |
| Interquartile range (IQR) | 3893 |
Descriptive statistics
| Standard deviation | 14468.86445 |
|---|---|
| Coefficient of variation (CV) | 2.982342165 |
| Kurtosis | 77.5713468 |
| Mean | 4851.51054 |
| Median Absolute Deviation (MAD) | 1500 |
| Skewness | 7.90083514 |
| Sum | 142920649 |
| Variance | 209348038.5 |
| Value | Count | Frequency (%) | |
| 0 | 7065 | 24.0% | |
| 2000 | 1274 | 4.3% | |
| 1000 | 1268 | 4.3% | |
| 3000 | 907 | 3.1% | |
| 5000 | 800 | 2.7% | |
| 1500 | 435 | 1.5% | |
| 4000 | 405 | 1.4% | |
| 10000 | 350 | 1.2% | |
| 500 | 242 | 0.8% | |
| 6000 | 218 | 0.7% | |
| 2500 | 211 | 0.7% | |
| 390 | 170 | 0.6% | |
| 3500 | 159 | 0.5% | |
| 7000 | 146 | 0.5% | |
| 1200 | 144 | 0.5% | |
| 8000 | 114 | 0.4% | |
| 600 | 110 | 0.4% | |
| 1100 | 107 | 0.4% | |
| 4500 | 99 | 0.3% | |
| 1600 | 97 | 0.3% | |
| 700 | 97 | 0.3% | |
| 800 | 95 | 0.3% | |
| 780 | 91 | 0.3% | |
| 1300 | 80 | 0.3% | |
| 1700 | 80 | 0.3% | |
| Other values (6788) | 14695 | 49.9% |
| Value | Count | Frequency (%) | |
| 0 | 7065 | 24.0% | |
| 1 | 20 | 0.1% | |
| 2 | 9 | < 0.1% | |
| 3 | 14 | < 0.1% | |
| 4 | 12 | < 0.1% | |
| 5 | 7 | < 0.1% | |
| 6 | 6 | < 0.1% | |
| 7 | 5 | < 0.1% | |
| 8 | 6 | < 0.1% | |
| 9 | 7 | < 0.1% |
| Value | Count | Frequency (%) | |
| 211192 | 1 | < 0.1% | |
| 210759 | 1 | < 0.1% | |
| 210000 | 1 | < 0.1% | |
| 208896 | 1 | < 0.1% | |
| 204395 | 1 | < 0.1% | |
| 204297 | 1 | < 0.1% | |
| 201323 | 1 | < 0.1% | |
| 201277 | 1 | < 0.1% | |
| 201134 | 1 | < 0.1% | |
| 200655 | 1 | < 0.1% |
defaulted
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 230.3 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 22940 | 77.9% | |
| 1 | 6519 | 22.1% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| df_index | limit_bal | sex | education | marriage | age | pay_0 | pay_2 | pay_3 | pay_4 | pay_5 | pay_6 | bill_amt1 | bill_amt2 | bill_amt3 | bill_amt4 | bill_amt5 | bill_amt6 | pay_amt1 | pay_amt2 | pay_amt3 | pay_amt4 | pay_amt5 | pay_amt6 | defaulted | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 20000 | 2 | 2 | 1 | 24 | 2 | 2 | -1 | -1 | -2 | -2 | 3913 | 3102 | 689 | 0 | 0 | 0 | 0 | 689 | 0 | 0 | 0 | 0 | 1 |
| 1 | 1 | 120000 | 2 | 2 | 2 | 26 | -1 | 2 | 0 | 0 | 0 | 2 | 2682 | 1725 | 2682 | 3272 | 3455 | 3261 | 0 | 1000 | 1000 | 1000 | 0 | 2000 | 1 |
| 2 | 2 | 90000 | 2 | 2 | 2 | 34 | 0 | 0 | 0 | 0 | 0 | 0 | 29239 | 14027 | 13559 | 14331 | 14948 | 15549 | 1518 | 1500 | 1000 | 1000 | 1000 | 5000 | 0 |
| 3 | 3 | 50000 | 2 | 2 | 1 | 37 | 0 | 0 | 0 | 0 | 0 | 0 | 46990 | 48233 | 49291 | 28314 | 28959 | 29547 | 2000 | 2019 | 1200 | 1100 | 1069 | 1000 | 0 |
| 4 | 4 | 50000 | 1 | 2 | 1 | 57 | -1 | 0 | -1 | 0 | 0 | 0 | 8617 | 5670 | 35835 | 20940 | 19146 | 19131 | 2000 | 36681 | 10000 | 9000 | 689 | 679 | 0 |
| 5 | 5 | 50000 | 1 | 1 | 2 | 37 | 0 | 0 | 0 | 0 | 0 | 0 | 64400 | 57069 | 57608 | 19394 | 19619 | 20024 | 2500 | 1815 | 657 | 1000 | 1000 | 800 | 0 |
| 6 | 6 | 500000 | 1 | 1 | 2 | 29 | 0 | 0 | 0 | 0 | 0 | 0 | 367965 | 412023 | 445007 | 542653 | 483003 | 473944 | 55000 | 40000 | 38000 | 20239 | 13750 | 13770 | 0 |
| 7 | 7 | 100000 | 2 | 2 | 2 | 23 | 0 | -1 | -1 | 0 | 0 | -1 | 11876 | 380 | 601 | 221 | -159 | 567 | 380 | 601 | 0 | 581 | 1687 | 1542 | 0 |
| 8 | 8 | 140000 | 2 | 3 | 1 | 28 | 0 | 0 | 2 | 0 | 0 | 0 | 11285 | 14096 | 12108 | 12211 | 11793 | 3719 | 3329 | 0 | 432 | 1000 | 1000 | 1000 | 0 |
| 9 | 9 | 20000 | 1 | 3 | 2 | 35 | -2 | -2 | -2 | -2 | -1 | -1 | 0 | 0 | 0 | 0 | 13007 | 13912 | 0 | 0 | 0 | 13007 | 1122 | 0 | 0 |
Last rows
| df_index | limit_bal | sex | education | marriage | age | pay_0 | pay_2 | pay_3 | pay_4 | pay_5 | pay_6 | bill_amt1 | bill_amt2 | bill_amt3 | bill_amt4 | bill_amt5 | bill_amt6 | pay_amt1 | pay_amt2 | pay_amt3 | pay_amt4 | pay_amt5 | pay_amt6 | defaulted | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 29449 | 29990 | 140000 | 1 | 2 | 1 | 41 | 0 | 0 | 0 | 0 | 0 | 0 | 138325 | 137142 | 139110 | 138262 | 49675 | 46121 | 6000 | 7000 | 4228 | 1505 | 2000 | 2000 | 0 |
| 29450 | 29991 | 210000 | 1 | 2 | 1 | 34 | 3 | 2 | 2 | 2 | 2 | 2 | 2500 | 2500 | 2500 | 2500 | 2500 | 2500 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| 29451 | 29992 | 10000 | 1 | 3 | 1 | 43 | 0 | 0 | 0 | -2 | -2 | -2 | 8802 | 10400 | 0 | 0 | 0 | 0 | 2000 | 0 | 0 | 0 | 0 | 0 | 0 |
| 29452 | 29993 | 100000 | 1 | 1 | 2 | 38 | 0 | -1 | -1 | 0 | 0 | 0 | 3042 | 1427 | 102996 | 70626 | 69473 | 55004 | 2000 | 111784 | 4000 | 3000 | 2000 | 2000 | 0 |
| 29453 | 29994 | 80000 | 1 | 2 | 2 | 34 | 2 | 2 | 2 | 2 | 2 | 2 | 72557 | 77708 | 79384 | 77519 | 82607 | 81158 | 7000 | 3500 | 0 | 7000 | 0 | 4000 | 1 |
| 29454 | 29995 | 220000 | 1 | 3 | 1 | 39 | 0 | 0 | 0 | 0 | 0 | 0 | 188948 | 192815 | 208365 | 88004 | 31237 | 15980 | 8500 | 20000 | 5003 | 3047 | 5000 | 1000 | 0 |
| 29455 | 29996 | 150000 | 1 | 3 | 2 | 43 | -1 | -1 | -1 | -1 | 0 | 0 | 1683 | 1828 | 3502 | 8979 | 5190 | 0 | 1837 | 3526 | 8998 | 129 | 0 | 0 | 0 |
| 29456 | 29997 | 30000 | 1 | 2 | 2 | 37 | 4 | 3 | 2 | -1 | 0 | 0 | 3565 | 3356 | 2758 | 20878 | 20582 | 19357 | 0 | 0 | 22000 | 4200 | 2000 | 3100 | 1 |
| 29457 | 29998 | 80000 | 1 | 3 | 1 | 41 | 1 | -1 | 0 | 0 | 0 | -1 | -1645 | 78379 | 76304 | 52774 | 11855 | 48944 | 85900 | 3409 | 1178 | 1926 | 52964 | 1804 | 1 |
| 29458 | 29999 | 50000 | 1 | 2 | 1 | 46 | 0 | 0 | 0 | 0 | 0 | 0 | 47929 | 48905 | 49764 | 36535 | 32428 | 15313 | 2078 | 1800 | 1430 | 1000 | 1000 | 1000 | 1 |